An enterprise SaaS startup drowning in manual operations needed to scale their customer success operations.

With 500+ enterprise customers and a team of 3, the customer success team was spending 80% of their time on manual data entry, reporting, and reactive support tickets. Churn was increasing quarter over quarter, expansion revenue had stagnated, and the team had zero visibility into which accounts were at risk until it was too late. Every customer interaction required pulling data from 4 different systems manually.
We deployed a three-layer automation architecture. First, a unified data layer that consolidated customer health signals from product usage, support tickets, billing, and NPS into a single real-time dashboard. Second, an automated engagement engine that triggered proactive outreach based on behavioral patterns — detecting churn risk 30 days before renewal instead of after cancellation. Third, a workflow automation layer that eliminated manual reporting, auto-generated QBR decks, and routed escalations based on account tier and risk score.
Within 6 months, net revenue retention increased from 92% to 180% as the team shifted from firefighting to strategic expansion conversations. Manual administrative tasks decreased by 72%, freeing the 3-person team to cover 3x more accounts effectively. The automated health scoring system caught 94% of at-risk accounts before renewal, compared to 31% under the manual process. Annual expansion revenue grew by $2.1M through systematic upsell identification.
Explore the capabilities behind our playbooks.
Automation principles we use to eliminate ops drag, reduce handoffs, and keep teams lean without slowing delivery.
8 playbooksRead PlaybooksData and analytics thinking from our ventures, including how we instrument decisions and spot growth inflection points.
5 playbooksRead PlaybooksInfrastructure patterns that grow without complexity, with playbooks on reliability, ownership, and cost control.
6 playbooksRead PlaybooksWe deploy the same execution engines that drive results for our ventures. If this approach fits your challenge, let's talk.
Start the ConversationA bi-weekly, no-fluff dispatch of the systems, playbooks, and decisions we are using right now inside our ventures and partner builds. Expect short, tactical notes you can apply in the same week.
No spam. Unsubscribe anytime.